{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook illustrates the [TubeTK](http://tubetk.org) tube NumPy array data structure and how to create histograms of the properties of a [VesselTube](http://www.itk.org/Doxygen/html/classitk_1_1VesselTubeSpatialObject.html).\n",
    "\n",
    "First, import the function for reading a tube file in as a NumPy array, and read in the file."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import sys"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "ename": "ImportError",
     "evalue": "cannot import name 'tubes_from_file' from 'itk' (unknown location)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mImportError\u001b[0m                               Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-5-90c1acbec79f>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[1;32mfrom\u001b[0m \u001b[0mitk\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mtubes_from_file\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[0mtubes\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtubes_from_file\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"data/Normal071-VascularNetwork.tre\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mImportError\u001b[0m: cannot import name 'tubes_from_file' from 'itk' (unknown location)"
     ]
    }
   ],
   "source": [
    "from itk import tubes_from_file\n",
    "\n",
    "tubes = tubes_from_file(\"data/Normal071-VascularNetwork.tre\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The result is a [NumPy Record Array](http://docs.scipy.org/doc/numpy/user/basics.rec.html) where the fields of the array correspond to the properties of a [VesselTubeSpatialObjectPoint](http://www.itk.org/Doxygen/html/classitk_1_1VesselTubeSpatialObjectPoint.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'numpy.ndarray'>\n",
      "[('Id', '<i4'), ('PositionInWorldSpace', '<f8', (3,)), ('Color', '<f4', (4,)), ('TangentInWorldSpace', '<f8', (3,)), ('Normal1InWorldSpace', '<f8', (3,)), ('Normal2InWorldSpace', '<f8', (3,)), ('RadiusInWorldSpace', '<f4'), ('Alpha1', '<f4'), ('Alpha2', '<f4'), ('Alpha3', '<f4'), ('Medialness', '<f4'), ('Ridgeness', '<f4'), ('Branchness', '<f4')]\n"
     ]
    }
   ],
   "source": [
    "print(type(tubes))\n",
    "print(tubes.dtype)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The length of the array corresponds to the number of points that make up the tubes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "106061\n",
      "(106061,)\n"
     ]
    }
   ],
   "source": [
    "print(len(tubes))\n",
    "print(tubes.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Individual points can be sliced, or views can be created on individual fields."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Entire points 0, 2:\n",
      "[(-1, [121.26599451,  94.40424276,   0.30700558], [1., 0., 0., 1.], [0.82861531, 0.52673039, 0.18960951], [ 0.55138761, -0.70933917, -0.43910095], [ 0.09679036, -0.46839411,  0.87820191], 1.277065, 0., 0., 0., 0., 0., 0.)\n",
      " (-1, [121.33222107,  94.44634136,   0.32216   ], [1., 0., 0., 1.], [0.85344853, 0.48634417, 0.18733647], [-0.50062039,  0.86495203,  0.03517395], [ 0.14493042,  0.12380361, -0.98166585], 1.277065, 0., 0., 0., 0., 0., 0.)]\n",
      "\n",
      "Position of points 0, 2\n",
      "[[121.26599451  94.40424276   0.30700558]\n",
      " [121.33222107  94.44634136   0.32216   ]]\n"
     ]
    }
   ],
   "source": [
    "print('Entire points 0, 2:')\n",
    "print(tubes[:4:2])\n",
    "\n",
    "print('\\nPosition of points 0, 2')\n",
    "print(tubes['PositionInWorldSpace'][:4:2])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can easily create a histogram of the radii or visualize the point positions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%pylab inline\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig = plt.figure(figsize=(16, 6))\n",
    "\n",
    "ax = fig.add_subplot(1, 2, 1)\n",
    "ax.hist(tubes['RadiusInWorldSpace'], bins=100)\n",
    "ax.set_xlabel('Radius')\n",
    "ax.set_ylabel('Count')\n",
    "\n",
    "ax = fig.add_subplot(1, 2, 2, projection='3d')\n",
    "subsample = 100\n",
    "position = tubes['PositionInWorldSpace'][::subsample]\n",
    "radius = tubes['RadiusInWorldSpace'][::subsample]\n",
    "ax.scatter(position[:,0], position[:,1], position[:,2], s=(2*radius)**2)\n",
    "ax.set_title('Point Positions')\n",
    "ax.set_xlabel('X')\n",
    "ax.set_ylabel('Y')\n",
    "ax.set_zlabel('Z');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
